{"id":"W6946525850","doi":"10.34944/dspace/7172","title":"DOES MAJOR MATTER? AN EXAMINATION OF UNDERGRADUATE MAJOR AND MEDICAL SCHOOL ADMISSION","year":2021,"lang":"en","type":"other","venue":"TUScholarShare (Temple University)","topic":"Wood and Agarwood Research","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entrance exam; CLARITY; Medical school; Construct (python library); Flexibility (engineering); Institution; Curriculum; Variety (cybernetics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005442885,0.0002991126,0.0005994216,0.00319155,0.001871914,0.003657587,0.001302736,0.0008771678,0.007306488],"category_scores_gemma":[0.04691725,0.0002524593,0.001165272,0.003968429,0.002914421,0.002650478,0.003617903,0.002727349,0.0005637752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831276,"about_ca_system_score_gemma":0.002824451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007589335,"about_ca_topic_score_gemma":0.01005673,"domain_scores_codex":[0.9952471,0.002086827,0.0003446983,0.0002885759,0.001096712,0.000936093],"domain_scores_gemma":[0.9492945,0.02141429,0.01549624,0.0009126837,0.002767029,0.01011533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002124986,0.0004798425,0.9823268,0.00003408741,0.00006109697,0.0001727897,0.004580829,0.00007190605,0.0001482203,0.001475148,0.0009316527,0.009505196],"study_design_scores_gemma":[0.000009316765,0.000425377,0.9853206,0.00004069815,0.00001740056,0.00009189549,0.01196131,0.0004046777,0.00007424896,0.0006142622,0.001023234,0.0000169005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9945338,0.0001267857,0.0001161302,0.001003689,0.00002830563,0.00003093033,0.00009489941,0.000005581209,0.00405994],"genre_scores_gemma":[0.9990478,0.00007698427,0.00004988865,0.00008681466,0.00004306318,0.00001449438,0.00009068584,0.000003589945,0.0005866492],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007589335,"threshold_uncertainty_score":0.02878511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745444321798381,"score_gpt":0.2594890073035109,"score_spread":0.2420345640855271,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}